{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea6ec0b8-2d06-47b2-8def-97ac2c9480da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#!/usr/bin/env python\n",
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import pywt\n",
    "\n",
    "time, sst = pywt.data.nino()\n",
    "dt = time[1] - time[0]\n",
    "\n",
    "# Taken from http://nicolasfauchereau.github.io/climatecode/posts/wavelet-analysis-in-python/\n",
    "wavelet = 'cmor1.5-1.0'\n",
    "scales = np.arange(1, 128)\n",
    "\n",
    "[cfs, frequencies] = pywt.cwt(sst, scales, wavelet, dt)\n",
    "power = (abs(cfs)) ** 2\n",
    "\n",
    "period = 1. / frequencies\n",
    "levels = [0.0625, 0.125, 0.25, 0.5, 1, 2, 4, 8]\n",
    "f, ax = plt.subplots(figsize=(15, 10))\n",
    "ax.contourf(time, np.log2(period), np.log2(power), np.log2(levels),\n",
    "            extend='both')\n",
    "\n",
    "ax.set_title('%s Wavelet Power Spectrum (%s)' % ('Nino1+2', wavelet))\n",
    "ax.set_ylabel('Period (years)')\n",
    "Yticks = 2 ** np.arange(np.ceil(np.log2(period.min())),\n",
    "                        np.ceil(np.log2(period.max())))\n",
    "ax.set_yticks(np.log2(Yticks))\n",
    "ax.set_yticklabels(Yticks)\n",
    "ax.invert_yaxis()\n",
    "ylim = ax.get_ylim()\n",
    "ax.set_ylim(ylim[0], -1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a93aa58-ffb4-41f1-8568-c9ed248104ed",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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